Cargando…
Intelligent metasurface system for automatic tracking of moving targets and wireless communications based on computer vision
The fifth-generation (5G) wireless communication has an urgent need for target tracking. Digital programmable metasurface (DPM) may offer an intelligent and efficient solution owing to its powerful and flexible controls of electromagnetic waves and advantages of lower cost, less complexity and small...
Autores principales: | , , , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9947232/ https://www.ncbi.nlm.nih.gov/pubmed/36813789 http://dx.doi.org/10.1038/s41467-023-36645-3 |
_version_ | 1784892505258459136 |
---|---|
author | Li, Weihan Ma, Qian Liu, Che Zhang, Yunfeng Wu, Xianning Wang, Jiawei Gao, Shizhao Qiu, Tianshuo Liu, Tonghao Xiao, Qiang Wei, Jiaxuan Gu, Ting Ting Zhou, Zhize Li, Fashuai Cheng, Qiang Li, Lianlin Tang, Wenxuan Cui, Tie Jun |
author_facet | Li, Weihan Ma, Qian Liu, Che Zhang, Yunfeng Wu, Xianning Wang, Jiawei Gao, Shizhao Qiu, Tianshuo Liu, Tonghao Xiao, Qiang Wei, Jiaxuan Gu, Ting Ting Zhou, Zhize Li, Fashuai Cheng, Qiang Li, Lianlin Tang, Wenxuan Cui, Tie Jun |
author_sort | Li, Weihan |
collection | PubMed |
description | The fifth-generation (5G) wireless communication has an urgent need for target tracking. Digital programmable metasurface (DPM) may offer an intelligent and efficient solution owing to its powerful and flexible controls of electromagnetic waves and advantages of lower cost, less complexity and smaller size than the traditional antenna array. Here, we report an intelligent metasurface system to perform target tracking and wireless communications, in which computer vision integrated with a convolutional neural network (CNN) is used to automatically detect the locations of moving targets, and the dual-polarized DPM integrated with a pre-trained artificial neural network (ANN) serves to realize the smart beam tracking and wireless communications. Three groups of experiments are conducted for demonstrating the intelligent system: detection and identification of moving targets, detection of radio-frequency signals, and real-time wireless communications. The proposed method sets the stage for an integrated implementation of target identification, radio environment tracking, and wireless communications. This strategy opens up an avenue for intelligent wireless networks and self-adaptive systems. |
format | Online Article Text |
id | pubmed-9947232 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-99472322023-02-24 Intelligent metasurface system for automatic tracking of moving targets and wireless communications based on computer vision Li, Weihan Ma, Qian Liu, Che Zhang, Yunfeng Wu, Xianning Wang, Jiawei Gao, Shizhao Qiu, Tianshuo Liu, Tonghao Xiao, Qiang Wei, Jiaxuan Gu, Ting Ting Zhou, Zhize Li, Fashuai Cheng, Qiang Li, Lianlin Tang, Wenxuan Cui, Tie Jun Nat Commun Article The fifth-generation (5G) wireless communication has an urgent need for target tracking. Digital programmable metasurface (DPM) may offer an intelligent and efficient solution owing to its powerful and flexible controls of electromagnetic waves and advantages of lower cost, less complexity and smaller size than the traditional antenna array. Here, we report an intelligent metasurface system to perform target tracking and wireless communications, in which computer vision integrated with a convolutional neural network (CNN) is used to automatically detect the locations of moving targets, and the dual-polarized DPM integrated with a pre-trained artificial neural network (ANN) serves to realize the smart beam tracking and wireless communications. Three groups of experiments are conducted for demonstrating the intelligent system: detection and identification of moving targets, detection of radio-frequency signals, and real-time wireless communications. The proposed method sets the stage for an integrated implementation of target identification, radio environment tracking, and wireless communications. This strategy opens up an avenue for intelligent wireless networks and self-adaptive systems. Nature Publishing Group UK 2023-02-22 /pmc/articles/PMC9947232/ /pubmed/36813789 http://dx.doi.org/10.1038/s41467-023-36645-3 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Li, Weihan Ma, Qian Liu, Che Zhang, Yunfeng Wu, Xianning Wang, Jiawei Gao, Shizhao Qiu, Tianshuo Liu, Tonghao Xiao, Qiang Wei, Jiaxuan Gu, Ting Ting Zhou, Zhize Li, Fashuai Cheng, Qiang Li, Lianlin Tang, Wenxuan Cui, Tie Jun Intelligent metasurface system for automatic tracking of moving targets and wireless communications based on computer vision |
title | Intelligent metasurface system for automatic tracking of moving targets and wireless communications based on computer vision |
title_full | Intelligent metasurface system for automatic tracking of moving targets and wireless communications based on computer vision |
title_fullStr | Intelligent metasurface system for automatic tracking of moving targets and wireless communications based on computer vision |
title_full_unstemmed | Intelligent metasurface system for automatic tracking of moving targets and wireless communications based on computer vision |
title_short | Intelligent metasurface system for automatic tracking of moving targets and wireless communications based on computer vision |
title_sort | intelligent metasurface system for automatic tracking of moving targets and wireless communications based on computer vision |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9947232/ https://www.ncbi.nlm.nih.gov/pubmed/36813789 http://dx.doi.org/10.1038/s41467-023-36645-3 |
work_keys_str_mv | AT liweihan intelligentmetasurfacesystemforautomatictrackingofmovingtargetsandwirelesscommunicationsbasedoncomputervision AT maqian intelligentmetasurfacesystemforautomatictrackingofmovingtargetsandwirelesscommunicationsbasedoncomputervision AT liuche intelligentmetasurfacesystemforautomatictrackingofmovingtargetsandwirelesscommunicationsbasedoncomputervision AT zhangyunfeng intelligentmetasurfacesystemforautomatictrackingofmovingtargetsandwirelesscommunicationsbasedoncomputervision AT wuxianning intelligentmetasurfacesystemforautomatictrackingofmovingtargetsandwirelesscommunicationsbasedoncomputervision AT wangjiawei intelligentmetasurfacesystemforautomatictrackingofmovingtargetsandwirelesscommunicationsbasedoncomputervision AT gaoshizhao intelligentmetasurfacesystemforautomatictrackingofmovingtargetsandwirelesscommunicationsbasedoncomputervision AT qiutianshuo intelligentmetasurfacesystemforautomatictrackingofmovingtargetsandwirelesscommunicationsbasedoncomputervision AT liutonghao intelligentmetasurfacesystemforautomatictrackingofmovingtargetsandwirelesscommunicationsbasedoncomputervision AT xiaoqiang intelligentmetasurfacesystemforautomatictrackingofmovingtargetsandwirelesscommunicationsbasedoncomputervision AT weijiaxuan intelligentmetasurfacesystemforautomatictrackingofmovingtargetsandwirelesscommunicationsbasedoncomputervision AT gutingting intelligentmetasurfacesystemforautomatictrackingofmovingtargetsandwirelesscommunicationsbasedoncomputervision AT zhouzhize intelligentmetasurfacesystemforautomatictrackingofmovingtargetsandwirelesscommunicationsbasedoncomputervision AT lifashuai intelligentmetasurfacesystemforautomatictrackingofmovingtargetsandwirelesscommunicationsbasedoncomputervision AT chengqiang intelligentmetasurfacesystemforautomatictrackingofmovingtargetsandwirelesscommunicationsbasedoncomputervision AT lilianlin intelligentmetasurfacesystemforautomatictrackingofmovingtargetsandwirelesscommunicationsbasedoncomputervision AT tangwenxuan intelligentmetasurfacesystemforautomatictrackingofmovingtargetsandwirelesscommunicationsbasedoncomputervision AT cuitiejun intelligentmetasurfacesystemforautomatictrackingofmovingtargetsandwirelesscommunicationsbasedoncomputervision |